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Meta's Next-generation Realtime Monitoring and Analytics Platform

Summary: Kraken rearchitects Meta’s Scuba by separating storage management from query serving and introducing a durable source of truth. It improves fault tolerance and query performance while preserving freshness-first semantics, enabling zero-downtime migration at petabyte scale. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
h4988f0eb5fc5584c
Venue
VLDB
Year
2022
Pagerank
5.1898812e-05
Overall Rank
9,337 | 37.25%
DOI
10.14778/3554821.3554841
PDF
Download (CC BY-NC-ND 4.0)

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{harizopoulos_vldb22,
        title = {{Meta's Next-generation Realtime Monitoring and Analytics Platform}},
        author = {Harizopoulos, Stavros and Hopper, Taylor and Mo, Morton and Chandrasekaran, Shyam Sundar and Chen, Tongguang and Cui, Yan and Ganesh, Nandini and Helmling, Gary and Pham, Hieu and Wong, Sebastian},
        journal = {PVLDB},
        series = {{VLDB} '22},
        volume = {15},
        number = {12},
        pages = {3522--3534},
        doi = {10.14778/3554821.3554841},
        url = {https://doi.org/10.14778/3554821.3554841},
        year = {2022}
}

Incoming Citations (Sorted by Pagerank)

Showing 2 of 2 citing papers.

Rank Citing Paper Year Venue Pagerank
8,089 Krypton: Real-time Serving and Analytical SQL Engine at ByteDance 2023 VLDB 5.3917406e-05
11,378 Scribe: How Meta transports terabytes per second in real time 2025 VLDB 4.9769913e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 17 of 17 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
49 Dremel: Interactive Analysis of Web-Scale Datasets 2010 VLDB 0.0004314366
52 The Snowflake Elastic Data Warehouse 2016 SIGMOD 0.00041210636
148 Gorilla: A Fast, Scalable, In-Memory Time Series Database 2015 VLDB 0.00029001141
178 The Vertica Analytic Database: C-Store 7 Years Later 2012 VLDB 0.00026620521
216 Small Materialized Aggregates: A Light Weight Index Structure for Data Warehousing 1998 VLDB 0.00024485637
233 Amazon Redshift and the Case for Simpler Data Warehouses 2015 SIGMOD 0.00023774958
327 Impala: A Modern, Open-Source SQL Engine for Hadoop 2015 CIDR 0.00020942751
950 Lakehouse: A New Generation of Open Platforms that Unify Data Warehousing and Advanced Analytics 2021 CIDR 0.00012889569
1,238 Druid: A Real-time Analytical Data Store 2014 SIGMOD 0.00011397949
1,285 SQL/MapReduce: A practical approach to self-describing, polymorphic, and parallelizable user-defined functions 2009 VLDB 0.0001119616
1,381 Scuba: Diving into Data at Facebook 2013 VLDB 0.00010856731
1,423 Procella: Unifying serving and analytical data at YouTube 2019 VLDB 0.00010715412
2,916 F1 Query: Declarative Querying at Scale 2018 VLDB 7.8581972e-05
4,002 Partial Join Order Optimization in the ParAccel Analytic Database 2009 SIGMOD 6.8577586e-05
4,107 Napa: Powering Scalable Data Warehousing with Robust Query Performance at Google 2021 VLDB 6.8020956e-05
4,172 Pinot: Realtime OLAP for 530 Million Users 2018 SIGMOD 6.7567851e-05
5,130 Fast Database Restarts at Facebook 2014 SIGMOD 6.257919e-05
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